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December 3, 2019 14:17
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" | |
| } | |
| }, | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "According to a statics, 80% of the stats are made up, so, we're gonna make our own data. Who tf will conduct a survey ? " | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "from random import randint, choice\n", | |
| "from collections import Counter\n", | |
| "from matplotlib import pyplot\n", | |
| "import numpy" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "N = 50 #We want to conduct a data for 50 people\n", | |
| "Ages = [randint(25, 45) for _ in range(N)]\n", | |
| "Courses = [\"Elementary\", \"Secondary\", \"Senior Secondary\", \"Graduation\", \"Higher Level\"]\n", | |
| "Education = [choice(Courses) for _ in range(N)]\n", | |
| "Incomes = [randint(10, 100000) for _ in range(N)]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Frequency distribution of Ages of 50 people" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "27, 38, 29, 27, 31, 25, 39, 30, 40, 37, 43, 42, 37, 30, 32, 31, 36, 35, 33, 25, 34, 31, 29, 45, 41, 42, 33, 30, 42, 35, 44, 34, 45, 37, 32, 31, 36, 44, 42, 45, 33, 25, 34, 44, 31, 41, 31, 42, 45, 29\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "print(*Ages, sep=\", \") #These are the ages of 50 peoples" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "C = Counter(Ages)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "metadata": { | |
| "scrolled": true | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "25:3\n", | |
| "27:2\n", | |
| "29:3\n", | |
| "30:3\n", | |
| "31:6\n", | |
| "32:2\n", | |
| "33:3\n", | |
| "34:3\n", | |
| "35:2\n", | |
| "36:2\n", | |
| "37:3\n", | |
| "38:1\n", | |
| "39:1\n", | |
| "40:1\n", | |
| "41:2\n", | |
| "42:5\n", | |
| "43:1\n", | |
| "44:3\n", | |
| "45:4\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "for c in sorted(dict(C)): #This is the frequency distribution\n", | |
| " print(f'{c}:{C[c]}')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 6, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "E = Counter(Education)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 7, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "([<matplotlib.patches.Wedge at 0x20f4daff408>,\n", | |
| " <matplotlib.patches.Wedge at 0x20f4b018e08>,\n", | |
| " <matplotlib.patches.Wedge at 0x20f4b024d08>,\n", | |
| " <matplotlib.patches.Wedge at 0x20f4b02bc88>,\n", | |
| " <matplotlib.patches.Wedge at 0x20f4b031fc8>],\n", | |
| " [Text(0.928760704807937, 0.5894094953465411, 'Higher Level'),\n", | |
| " Text(-5.149471629032507e-08, 1.0999999999999988, 'Secondary'),\n", | |
| " Text(-1.0913261750601648, 0.13786652831108245, 'Senior Secondary'),\n", | |
| " Text(-2.0206672185931328e-16, -1.1, 'Elementary'),\n", | |
| " Text(0.9953097568356061, -0.4683572225853327, 'Graduation')],\n", | |
| " [Text(0.5065967480770565, 0.3214960883708406, '18.0%'),\n", | |
| " Text(-2.8088027067450036e-08, 0.5999999999999993, '14.0%'),\n", | |
| " Text(-0.5952688227600899, 0.07519992453331768, '32.0%'),\n", | |
| " Text(-1.1021821192326178e-16, -0.6, '22.0%'),\n", | |
| " Text(0.5428962310012396, -0.255467575955636, '14.0%')])" | |
| ] | |
| }, | |
| "execution_count": 7, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "pyplot.pie(E.values(), labels=E.keys(), autopct=\"%1.1f%%\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 8, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "i : 0: 72048\n", | |
| "i : 1: 85382\n", | |
| "i : 2: 47435\n", | |
| "i : 3: 7316\n", | |
| "i : 4: 14559\n", | |
| "i : 5: 58689\n", | |
| "i : 6: 90317\n", | |
| "i : 7: 31635\n", | |
| "i : 8: 32665\n", | |
| "i : 9: 47085\n", | |
| "i : 10: 8021\n", | |
| "i : 11: 73741\n", | |
| "i : 12: 47394\n", | |
| "i : 13: 46075\n", | |
| "i : 14: 26817\n", | |
| "i : 15: 79713\n", | |
| "i : 16: 32557\n", | |
| "i : 17: 73367\n", | |
| "i : 18: 70334\n", | |
| "i : 19: 58731\n", | |
| "i : 20: 22703\n", | |
| "i : 21: 63499\n", | |
| "i : 22: 86862\n", | |
| "i : 23: 40686\n", | |
| "i : 24: 99353\n", | |
| "i : 25: 42745\n", | |
| "i : 26: 65328\n", | |
| "i : 27: 41085\n", | |
| "i : 28: 67339\n", | |
| "i : 29: 32188\n", | |
| "i : 30: 71836\n", | |
| "i : 31: 49162\n", | |
| "i : 32: 70892\n", | |
| "i : 33: 93462\n", | |
| "i : 34: 33713\n", | |
| "i : 35: 79518\n", | |
| "i : 36: 46845\n", | |
| "i : 37: 30442\n", | |
| "i : 38: 16672\n", | |
| "i : 39: 27257\n", | |
| "i : 40: 82002\n", | |
| "i : 41: 74978\n", | |
| "i : 42: 27249\n", | |
| "i : 43: 4913\n", | |
| "i : 44: 40368\n", | |
| "i : 45: 96449\n", | |
| "i : 46: 68338\n", | |
| "i : 47: 13623\n", | |
| "i : 48: 92407\n", | |
| "i : 49: 95610\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "for i in range(N):\n", | |
| " print(f'i : {i}: {Incomes[i]}')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 9, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "The standard deviation is: 26593.432278102053\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "print(f'The standard deviation is: {numpy.std(Incomes)}')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 10, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "Counter({'Higher Level': 9,\n", | |
| " 'Secondary': 7,\n", | |
| " 'Senior Secondary': 16,\n", | |
| " 'Elementary': 11,\n", | |
| " 'Graduation': 7})" | |
| ] | |
| }, | |
| "execution_count": 10, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "E" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 11, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "ename": "TypeError", | |
| "evalue": "bar() missing 1 required positional argument: 'height'", | |
| "output_type": "error", | |
| "traceback": [ | |
| "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", | |
| "\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", | |
| "\u001b[1;32m<ipython-input-11-841ad9f271b2>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mpyplot\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbar\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mE\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", | |
| "\u001b[1;31mTypeError\u001b[0m: bar() missing 1 required positional argument: 'height'" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "pyplot.bar(E.values())" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "pyplot.bar(E.keys(), E.values(), width=0.5, color='r')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "display_name": "Python 3", | |
| "language": "python", | |
| "name": "python3" | |
| }, | |
| "language_info": { | |
| "codemirror_mode": { | |
| "name": "ipython", | |
| "version": 3 | |
| }, | |
| "file_extension": ".py", | |
| "mimetype": "text/x-python", | |
| "name": "python", | |
| "nbconvert_exporter": "python", | |
| "pygments_lexer": "ipython3", | |
| "version": "3.7.4" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 2 | |
| } |
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